Linkage Infrastructure, Equipment And Facilities - Grant ID: LE160100090
Funder
Australian Research Council
Funding Amount
$250,000.00
Summary
Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object ....Computational infrastructure for developing deep machine learning models. Computational infrastructure for developing deep machine learning models:
The computational infrastructure for developing deep machine learning models aims to enable new developments in machine learning of deep neural network models by providing the specialised computing necessary to train and evaluate the networks. In the last three years, deep networks have smashed previous performance ceilings for tasks such as object recognition in images, speech recognition and automatic translation, bringing the prospect of machine intelligence closer than ever. Modern machine learning techniques have had huge impact in the last decade in fields such as robotics, computer vision and data analytics. The facility would enable Australian researchers to develop, learn and apply deep networks to problems of national importance in robotic vision and big data analytics. Read moreRead less
ARC Centre of Excellence for Robotic Vision. Robots are vital to Australia's future prosperity in the face of high relative wages, low or decreasing productivity, and impending labour shortages. However the work and workplaces of our most important industries are unstructured and changeable and current robots are challenged by their inability to quickly, safely and reliably "see" and "understand" what is around them. The Centre's research will create the fundamental science and technologies th ....ARC Centre of Excellence for Robotic Vision. Robots are vital to Australia's future prosperity in the face of high relative wages, low or decreasing productivity, and impending labour shortages. However the work and workplaces of our most important industries are unstructured and changeable and current robots are challenged by their inability to quickly, safely and reliably "see" and "understand" what is around them. The Centre's research will create the fundamental science and technologies that will allow robots to see as we do, and overcome the last barrier to the ubiquitous deployment of robots into society for the benefit of all.Read moreRead less
Are the kids alright? Understanding the wellbeing of Australian children in their middle years. This project will produce the first comprehensive national stock-take of wellbeing among Australian children in their middle years, with a special focus on children who experience disadvantage. Findings will reflect children's views and experiences, have direct policy relevance and lay the groundwork for comparing and monitoring of child wellbeing.
Evolutionary origins of sexual parasitism in an Australian freshwater fish. Carp gudgeons are the most abundant, widespread and biodiverse freshwater fishes in southeastern Australia. The unacknowledged presence of many cryptic species and sexually-parasitic lineages severely taints all research on this cornerstone group. This project aims to provide unrivalled evolutionary, genomic, and taxonomic insights into this new instance of vertebrate sexual parasitism, which offers a unique mix of resea ....Evolutionary origins of sexual parasitism in an Australian freshwater fish. Carp gudgeons are the most abundant, widespread and biodiverse freshwater fishes in southeastern Australia. The unacknowledged presence of many cryptic species and sexually-parasitic lineages severely taints all research on this cornerstone group. This project aims to provide unrivalled evolutionary, genomic, and taxonomic insights into this new instance of vertebrate sexual parasitism, which offers a unique mix of research advantages not displayed by any other sexual/unisexual complex. The knowledge gained could impact many research fields, including evolutionary theory addressing the unexplainable prevalence of sex, native fish ecology, and environmental monitoring of the Murray-Darling Basin, an ecosystem of world significance.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH140100013
Funder
Australian Research Council
Funding Amount
$3,972,614.00
Summary
ARC Research Hub for Legumes for Sustainable Agriculture. ARC Research Hub for Legumes for Sustainable Agriculture. This research hub aims to provide Australian growers and industrial stakeholders with improved plant materials to maximise production, environmental sustainability and profitability. In particular, the research aims to improve the nitrogen delivery capacity of legumes and their resilience to abiotic stress, which will be an important consideration as our climate changes. Grain legu ....ARC Research Hub for Legumes for Sustainable Agriculture. ARC Research Hub for Legumes for Sustainable Agriculture. This research hub aims to provide Australian growers and industrial stakeholders with improved plant materials to maximise production, environmental sustainability and profitability. In particular, the research aims to improve the nitrogen delivery capacity of legumes and their resilience to abiotic stress, which will be an important consideration as our climate changes. Grain legumes are often grown in rotation with cereal crops for their high nutritional seed value and their unique ability to develop a self-sufficient nitrogen-fixing symbiosis with soil bacteria. Maintaining legume productivity against the challenges of climate change and the need for increased food production is important to the future of Australian agriculture.Read moreRead less
A Future Beyond the Wall: Improving Post-release Employment Outcomes for People Leaving Prison. Engaging in meaningful work has been shown to reduce re-offending by ex-prisoners, but few prison releasees internationally or in Australia gain employment, and successful pathways to employment for this group are poorly researched and understood. This study aims to gather and analyse, for the first time, comparative data from Australian jurisdictions and employment agencies on the relationship betwee ....A Future Beyond the Wall: Improving Post-release Employment Outcomes for People Leaving Prison. Engaging in meaningful work has been shown to reduce re-offending by ex-prisoners, but few prison releasees internationally or in Australia gain employment, and successful pathways to employment for this group are poorly researched and understood. This study aims to gather and analyse, for the first time, comparative data from Australian jurisdictions and employment agencies on the relationship between in-prison and post-prison vocational education and employment programs, employment and recidivism. It aims to identify effective elements, strategies, program and policy directions in offender training and employment. This is a unique partnership amongst key academics in the field, peak national bodies, correctional and employment organisations.Read moreRead less
Special Research Initiatives - Grant ID: SR0354852
Funder
Australian Research Council
Funding Amount
$10,000.00
Summary
Sustainable Regions for a Competitive Australia. How can metropolitan, rural and remote regions balance economic and job growth, with environmental and social sustainability? This Initiative establishes a Network of researchers to work collaboratively on questions of environmental best practice, community development, regional governance, labour markets, economic development and technology transfer. The Network's vision is to find ways to use existing and future research to help make Australia ....Sustainable Regions for a Competitive Australia. How can metropolitan, rural and remote regions balance economic and job growth, with environmental and social sustainability? This Initiative establishes a Network of researchers to work collaboratively on questions of environmental best practice, community development, regional governance, labour markets, economic development and technology transfer. The Network's vision is to find ways to use existing and future research to help make Australia's regions more competitive on world markets and more environmentally sustainable, and to help build stronger regional communities. The Network cuts across traditional discipline boundaries to find integrated solutions to the real problems confronting Australian regions.Read moreRead less
An exploration of the frequency, outcomes, enablers and constraints of bystander anti-racism. Bystander anti-racism involves ordinary people speaking up and taking prosocial action when witnessing racism. This project will develop empirical understandings of this underexplored, yet potentially powerful, form of anti-racism, including its frequency, the outcome of action, and factors that enable and constrain bystander anti-racism.
Spatial-dynamic models to identify optimal fire mosaics, based on demography, dispersal and fire responses of plants, birds and reptiles. Inappropriate fire regimes threaten native species with extinction. The threat is higher in cleared landscapes where habitat is isolated and recolonisation unlikely. Furthermore, climate change is predicted to increase the frequency of intense bushfires. To meet the priority goals Sustainable Use of Biodiversity, and Responding to Climate Change, landscape-sca ....Spatial-dynamic models to identify optimal fire mosaics, based on demography, dispersal and fire responses of plants, birds and reptiles. Inappropriate fire regimes threaten native species with extinction. The threat is higher in cleared landscapes where habitat is isolated and recolonisation unlikely. Furthermore, climate change is predicted to increase the frequency of intense bushfires. To meet the priority goals Sustainable Use of Biodiversity, and Responding to Climate Change, landscape-scale fire management is essential. We will use simulation models based on detailed biological data and fire-behaviour to explore large-scale and long-term consequences of alternate fire management policies. Our project will enable fire mosaics to be implemented that maintain biodiversity and will identify effective fire management responses to climate change, and habitat fragmentation.Read moreRead less
Understanding successional processes to maintain vertebrate populations in production landscapes. This project will develop principles that will help maintain biodiversity across production landscapes and provide national benefits by furthering the ability of resource extraction industries to conduct their activities in areas of conservation value, while maintaining those values. By providing greater confidence in the ability of land managers to balance the needs of resource extraction and socia ....Understanding successional processes to maintain vertebrate populations in production landscapes. This project will develop principles that will help maintain biodiversity across production landscapes and provide national benefits by furthering the ability of resource extraction industries to conduct their activities in areas of conservation value, while maintaining those values. By providing greater confidence in the ability of land managers to balance the needs of resource extraction and social benefits, such as conservation, recreation, water management and tourism, the project will have important community benefits. Given the high level of endemism in the jarrah forest, this project will also help maintain biodiversity and will provide a critical national benefit.Read moreRead less